#178: How AI Is Actually Changing Software Teams with Hunter Hillegas

#178: How AI Is Actually Changing Software Teams with Hunter Hillegas

Author: Mountain Goat Software April 7, 2026 Duration: 29:24
AI isn’t just speeding up coding. It’s starting to change how teams work, what they build, and even who needs to be involved. In this episode, Brian and Hunter separate real impact from hype and explore what’s already shifting inside teams.   Overview AI tools are improving fast, but what does that actually mean for teams doing the work? In this episode, Brian Milner sits down with Hunter Hillegas, CTO of Mountain Goat Software, to explore how AI is being used today inside real software teams. They dig into where these tools are genuinely accelerating work, from coding agents and automated testing to analyzing large data sets and reducing friction in everyday tasks. They also unpack the growing shift from writing code to reviewing it, and what that means for developers and team dynamics. At the same time, they address the gap between hype and reality. Where does AI perform well, and where does it still fall short? What happens when adoption is pushed top-down without clarity? And how might AI start to reshape roles, collaboration, and expectations across a team? This is a practical, honest look at what’s changing right now, where to start if you’re new to these tools, and how to think about AI as part of your team without losing sight of how real teams actually work.   References and resources mentioned in the show:   Hunter HillegasMountaingoat Software’s AI Toolkit#82: The Intersection of AI and Agile with Emilia Breton#169: Building Practical AI for Agile Teams with Hunter Hillegas#175: When AI Makes Agile Teams Worse with Hunter HillegasAI Doesn’t Eliminate Agile Teams — It Increases the Need for Great Ones by Mike CohnHow to Use AI for Product Discovery and Writing Better User Stories by Mike Cohn Subscribe to the Agile Mentors Podcast    Want to get involved? This show is designed for you, and we’d love your input.   Enjoyed what you heard today? Please leave a rating and a review. It really helps, and we read every single one.   Got an Agile subject you’d like us to discuss or a question that needs an answer? Share your thoughts with us at podcast@mountaingoatsoftware.com This episode’s presenters are: Brian Milner is a Certified Scrum Trainer®, Certified Scrum Professional®, Certified ScrumMaster®, and Certified Scrum Product Owner®, and host of the Agile Mentors Podcast training at Mountain Goat Software. He's passionate about making a difference in people's day-to-day work, influenced by his own experience of transitioning to Scrum and seeing improvements in work/life balance, honesty, respect, and the quality of work.  Hunter Hillegas is the Chief Technology Officer at Mountain Goat Software. With over 20 years of experience in software development, product ownership, and team leadership, he leads the creation of tools like the AI Toolkit and Team Home to support effective, engaging learning experiences. Hunter lives in Santa Barbara, California, with his wife and their dog Enzo.

Hosted by Mountain Goat Software, the Agile Mentors Podcast is a conversation for anyone involved in or curious about agile practices. It’s a space where the philosophy meets the practical, moving beyond theory to tackle the real-world challenges teams face every day. You’ll hear discussions that dig into the nuances of Scrum, Kanban, and other frameworks, exploring how they adapt to different environments and scale. The dialogue often focuses on the human side of change-how to foster better collaboration, navigate organizational hurdles, and cultivate a genuinely agile mindset rather than just going through the motions. This podcast serves as a resource for continuous learning, whether you're troubleshooting a specific sprint issue or looking for fresh perspectives to reinvigorate your approach. Each episode aims to provide actionable insights and thoughtful reflection, making the complex landscape of modern software development feel more accessible and manageable. Tune in for honest talk from experienced practitioners who understand that agility is a journey, not a destination.
Author: Language: en-us Episodes: 100

Agile Mentors Podcast from Mountain Goat Software
Podcast Episodes
#89: Transformational One-on-Ones with Avipaul Bhandari [not-audio_url] [/not-audio_url]

Duration: 29:30
Join Brian and Avipaul Bhandari as they uncover a secret to transformative Agile teams. Discover how one-on-one conversations can redefine team dynamics and even scaled organizational culture. Overview In this episode of…
#88: Slicing Work For Agile Success With Anton Skornyakov [not-audio_url] [/not-audio_url]

Duration: 31:16
Join Brian Milner and Anton Skornyakov as they tackle the often overlooked art of slicing work on this episode of the Agile Mentors Podcast. Discover how this pivotal strategy can revolutionize feedback loops and drive i…
#87: Testing Beyond Assumptions with David Bland [not-audio_url] [/not-audio_url]

Duration: 35:22
Join Brian and David Bland as they journey into the novel idea of testing assumptions before development to avoid costly mistakes and ensure the right things are being built in the latest episode of the Agile Mentors Pod…
#86: Revisiting User Stories with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 42:03
Have you ever returned to an old User Story and wondered, “what was I thinking?” On today’s episode, Mike Cohn, walks us through how and why he recently revisited and updated 200 Real Life User Story Examples from his pa…
#85: Effectively Managing Dependencies with Ken Rubin [not-audio_url] [/not-audio_url]

Duration: 49:33
In this week’s episode, Brian is joined by the legendary Ken Rubin, the author of Essential Scrum. Together, they dive deep into the world of dependencies in larger organizations and scaling, drawing from Ken's extensive…
#84: Listener Questions with Brian Milner [not-audio_url] [/not-audio_url]

Duration: 33:18
Join Brian in this solo episode of the Agile Mentors Podcast as he tackles listener questions, discussing topics ranging from the impact of AI on Scrum teams to managing retrospective challenges and fostering active part…
#83 Navigating the Challenges of Small Agile Teams with Scott Dunn [not-audio_url] [/not-audio_url]

Duration: 38:04
Join Brian and Scott Dunn as they journey into the heart of handling conflicts and challenges within small teams for effective teamwork in the latest episode of the Agile Mentors Podcast. Overview In this episode of the…
#82: The Intersection of AI and Agile with Emilia Breton [not-audio_url] [/not-audio_url]

Duration: 31:23
Join Brian and Emilia Breton as they explore AI and its practical applications in Agile, from enhancing productivity to coaching. Don't miss their insights on AI tools shaping the future of Agile. Overview Today, Brian s…

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